{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import math\n",
    "import numpy as np\n",
    "import paddle\n",
    "import sys\n",
    "sys.path.append(\"../\")\n",
    "from paddle_harmonics.quadrature import legendre_gauss_weights, clenshaw_curtiss_weights\n",
    "from paddle_harmonics.legendre import legpoly, clm\n",
    "from paddle_harmonics import RealSHT, InverseRealSHT\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from plotting import plot_sphere"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "W1106 14:36:02.006148 21003 gpu_resources.cc:119] Please NOTE: device: 0, GPU Compute Capability: 7.5, Driver API Version: 12.3, Runtime API Version: 12.4\n",
      "W1106 14:36:02.016603 21003 gpu_resources.cc:164] device: 0, cuDNN Version: 9.4.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Tensor(shape=[], dtype=float32, place=Place(gpu:0), stop_gradient=True,\n",
       "       12.56637096)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nlat = 32\n",
    "nlon = 2*nlat\n",
    "grid = \"legendre-gauss\"\n",
    "\n",
    "# for quadrature and plotting\n",
    "if grid == \"legendre-gauss\":\n",
    "    lmax = mmax = nlat\n",
    "    xq, wq = legendre_gauss_weights(nlat)\n",
    "elif grid ==\"equiangular\":\n",
    "    lmax = mmax = nlat//2-1\n",
    "    xq, wq = clenshaw_curtiss_weights(nlat)\n",
    "\n",
    "sht = RealSHT(nlat, nlon, lmax=lmax, mmax=mmax, grid=grid)\n",
    "isht = InverseRealSHT(nlat, nlon, lmax=lmax, mmax=mmax, grid=grid)\n",
    "\n",
    "lat = np.arccos(xq)\n",
    "omega = math.pi * paddle.to_tensor(wq).astype(\"float32\") / nlat\n",
    "omega = omega.reshape([-1, 1]).tile([1, nlon])\n",
    "\n",
    "omega.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# forming the Vandermonde matrix\n",
    "nmodes = int(lmax * (lmax+1) / 2)\n",
    "e = paddle.zeros([nmodes, lmax, mmax], dtype=paddle.complex64)\n",
    "\n",
    "midx = lambda l,m : l*(l+1)//2 + m\n",
    "\n",
    "for l in range(lmax):\n",
    "    for m in range(l+1):\n",
    "        e[midx(l,m), l, m] = 1.0\n",
    "\n",
    "vdm = isht(e) # nmodes x nlat x nlon"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "let us visualize the some entries in the Vandermonde matrix. In principle, it should contain the Spherical Harmonics in ascending order:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 21 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt_lmax = 6\n",
    "\n",
    "fig = plt.figure(layout='constrained', figsize=(12, 8))\n",
    "subfigs = fig.subfigures(plt_lmax, plt_lmax)\n",
    "\n",
    "for l in range(plt_lmax):\n",
    "    for m in range(l+1):\n",
    "        plot_sphere(vdm[midx(l,m)], fig=subfigs[l, m], title=f\"l={l}, m={m}\", lat=(lat - np.pi/2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "now, let us compute the gramian matrix $S^T \\mathop{\\mathrm{diag}}(\\omega) S$:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "gramian = paddle.einsum(\"iqr,jqr,qr->ij\", vdm, vdm, omega)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plt.pcolormesh(xlg, np.arange(0, nmodes), , cmap=\"plasma\")\n",
    "# plt.xlabel(\"x\")\n",
    "# plt.ylabel(\"l,m mode\")\n",
    "# plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7fb20004d000>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(gramian, interpolation=\"nearest\", cmap=\"plasma\")\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tensor(shape=[], dtype=float32, place=Place(gpu:0), stop_gradient=True,\n",
      "       2.00000143)\n",
      "Tensor(shape=[], dtype=int64, place=Place(gpu:0), stop_gradient=True,\n",
      "       89401)\n",
      "Tensor(shape=[], dtype=float32, place=Place(gpu:0), stop_gradient=True,\n",
      "       -0.00000173)\n",
      "Tensor(shape=[], dtype=int64, place=Place(gpu:0), stop_gradient=True,\n",
      "       229615)\n"
     ]
    }
   ],
   "source": [
    "print(paddle.max(gramian))\n",
    "print(paddle.argmax(gramian))\n",
    "print(paddle.min(gramian))\n",
    "print(paddle.argmin(gramian))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.0000105"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.linalg.cond(gramian)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fb1eb327fa0>]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(np.diag(gramian))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# forming the Vandermonde matrix\n",
    "nmodes = int(lmax * (lmax+1) / 2)\n",
    "\n",
    "\n",
    "e = paddle.zeros([lmax, mmax, lmax, mmax], dtype=paddle.complex64)\n",
    "for l in range(lmax):\n",
    "    for m in range(l+1):\n",
    "        e[l, m, l, m] = 1.0\n",
    "\n",
    "Sinv = isht(e).astype(\"complex64\") # l x m x nlat x nlon\n",
    "\n",
    "e = paddle.zeros([nlat, nlon, nlat, nlon], dtype=paddle.float32)\n",
    "for lat in range(nlat):\n",
    "    for lon in range(nlon):\n",
    "        e[lat, lon, lat, lon] = 1.0\n",
    "\n",
    "S = sht(e) # nlat x nlon x l x m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "out = paddle.einsum(\"lmop,lmqr->lopqr\", Sinv, Sinv.conj())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<cartopy.mpl.geocollection.GeoQuadMesh at 0x7fb200042bc0>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_sphere(out[3, 29, 16].abs(), colorbar=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "SS = paddle.einsum(\"lmqr, oplm->qrop\", Sinv, S)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7fb1e9141e70>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(SS.reshape(nlat*nlon, nlat*nlon).abs(), interpolation=\"nearest\", cmap=\"plasma\")\n",
    "plt.colorbar()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7fb1e9225d20>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(SS[:,0,:,0].abs(), interpolation=\"nearest\", cmap=\"plasma\")\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<cartopy.mpl.geocollection.GeoQuadMesh at 0x7fb1e8f6a8f0>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "field = paddle.zeros([nlat, nlon])\n",
    "field[16,3] = 1.0\n",
    "\n",
    "plot_sphere(field, colorbar=True)\n",
    "plot_sphere(isht(sht(field)), colorbar=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
